SigNet: An Advanced Deep Learning Framework for Radio Signal Classification. - Zhuangzhi Chen; Hui Cui; Jingyang Xiang; Kunfeng Qiu; Liang Huang 006; Shilian Zheng; Shichuan Chen; Qi Xuan 001; Xiaoniu Yang (CoRR, 2020)

Detecting Adversarial Samples with Graph-Guided Testing. - Zuohui Chen; Renxuan Wang; Jingyang Xiang; Yue Yu 001; Xin Xia 001; Shouling Ji; Qi Xuan 001; Xiaoniu Yang (ASE, 2021)

RGP: Neural Network Pruning through Its Regular Graph Structure. - Zhuangzhi Chen; Jingyang Xiang; Yao Lu; Qi Xuan 001 (CoRR, 2021)

SigNet: A Novel Deep Learning Framework for Radio Signal Classification. - Zhuangzhi Chen; Hui Cui; Jingyang Xiang; Kunfeng Qiu; Liang Huang 006; Shilian Zheng; Shichuan Chen; Qi Xuan 001; Xiaoniu Yang (IEEE Trans. Cogn. Commun. Netw., 2022)

SUBP: Soft Uniform Block Pruning for 1×N Sparse CNNs Multithreading Acceleration. - Jingyang Xiang; Siqi Li; Jun Chen 023; Guang Dai; Shipeng Bai; Yukai Ma; Yong Liu 007 (NeurIPS, 2023)

SUBP: Soft Uniform Block Pruning for 1xN Sparse CNNs Multithreading Acceleration. - Jingyang Xiang; Siqi Li; Jun Chen 023; Shipeng Bai; Yukai Ma; Guang Dai; Yong Liu 007 (CoRR, 2023)

CR-SFP: Learning Consistent Representation for Soft Filter Pruning. - Jingyang Xiang; Zhuangzhi Chen; Jianbiao Mei; Siqi Li; Jun Chen 023; Yong Liu 007 (CoRR, 2023)

MaxQ: Multi-Axis Query for N: m Sparsity Network. - Jingyang Xiang; Siqi Li; Junhao Chen; Zhuangzhi Chen; Tianxin Huang; Linpeng Peng; Yong Liu 007 (CVPR, 2024)

OvSW: Overcoming Silent Weights for Accurate Binary Neural Networks. - Jingyang Xiang; Zuohui Chen; Siqi Li; Qing Wu; Yong Liu 007 (ECCV (33), 2024)

Structured Optimal Brain Pruning for Large Language Models. - Jiateng Wei; Quan Lu; Ning Jiang; Siqi Li; Jingyang Xiang; Jun Chen 023; Yong Liu 007 (EMNLP, 2024)

GGT: Graph-guided testing for adversarial sample detection of deep neural network. - Zuohui Chen; Renxuan Wang; Jingyang Xiang; Yue Yu 001; Xin Xia 001; Shouling Ji; Qi Xuan 001; Xiaoniu Yang (Comput. Secur., 2024)

AutoDFP: Automatic Data-Free Pruning via Channel Similarity Reconstruction. - Siqi Li; Jun Chen 023; Jingyang Xiang; Chengrui Zhu; Yong Liu 007 (CoRR, 2024)

QQQ: Quality Quattuor-Bit Quantization for Large Language Models. - Ying Zhang; Peng Zhang; Mincong Huang; Jingyang Xiang; Yujie Wang; Chao Wang; Yineng Zhang; Lei Yu; Chuan Liu; Wei Lin (CoRR, 2024)

DFRot: Achieving Outlier-Free and Massive Activation-Free for Rotated LLMs with Refined Rotation. - Jingyang Xiang; Sai Qian Zhang (CoRR, 2024)

LiteGrasp: A Light Robotic Grasp Detection via Semi-Supervised Knowledge Distillation. - Linpeng Peng; Rongyao Cai; Jingyang Xiang; Junyu Zhu; Weiwei Liu; Wang Gao 001; Yong Liu 007 (IEEE Robotics Autom. Lett., 2024)

Classification-design-optimization integrated picking robots: a review. - Jingyang Xiang; Lianguo Wang; Li Li; Kee-Hung Lai; Wei Cai 007 (J. Intell. Manuf., 2024)

RGP: Neural Network Pruning Through Regular Graph With Edges Swapping. - Zhuangzhi Chen; Jingyang Xiang; Yao Lu; Qi Xuan 001; Zhen Wang 004; Guanrong Chen; Xiaoniu Yang (IEEE Trans. Neural Networks Learn. Syst., 2024)

Hyperbolic Binary Neural Network. - Jun Chen 023; Jingyang Xiang; Tianxin Huang; Xiangrui Zhao; Yong Liu 007 (IEEE Trans. Neural Networks Learn. Syst., 2025)